Statistical features selection

Using Variance Theresholds

Standarization Data

Standarization the data to imporve Genetic Algorithm result

Also save the scaler into pickle for transform the test dataset later on (if needed).

Metaheuristic features selection

Using Genetic Algorithm from ZOOFS Library

ZOOFS is a Python library for performing feature selection using a variety of nature inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics based to Evolutionary. It's an easy to use, flexible and powerful tool to reduce your feature size.

ZOOFS Library and Dependencies

Performing GA-SVM Features Selection

Linear Kernel

RBF Kernel

Poly Kernel

Sigmoid Kernel

Export Genetic Features Selection Result

TEST